opengear-project / GEARLinks
GEAR: An Efficient KV Cache Compression Recipefor Near-Lossless Generative Inference of LLM
☆169Updated last year
Alternatives and similar repositories for GEAR
Users that are interested in GEAR are comparing it to the libraries listed below
Sorting:
- 16-fold memory access reduction with nearly no loss☆106Updated 7 months ago
- [ICLR2025] Breaking Throughput-Latency Trade-off for Long Sequences with Speculative Decoding☆130Updated 11 months ago
- ☆147Updated 8 months ago
- ☆287Updated 4 months ago
- [NeurIPS 2024] The official implementation of "Kangaroo: Lossless Self-Speculative Decoding for Accelerating LLMs via Double Early Exitin…☆61Updated last year
- [ICML 2024] KIVI: A Tuning-Free Asymmetric 2bit Quantization for KV Cache☆331Updated last month
- [ICLR 2025] Palu: Compressing KV-Cache with Low-Rank Projection☆145Updated 8 months ago
- [MLSys'24] Atom: Low-bit Quantization for Efficient and Accurate LLM Serving☆327Updated last year
- Code for paper: [ICLR2025 Oral] FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference☆152Updated last month
- Ouroboros: Speculative Decoding with Large Model Enhanced Drafting (EMNLP 2024 main)☆111Updated 7 months ago
- [NeurIPS 2024] KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization☆390Updated last year
- [ICML 2024] Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference☆346Updated 4 months ago
- Boosting 4-bit inference kernels with 2:4 Sparsity☆85Updated last year
- ☆58Updated last year
- QAQ: Quality Adaptive Quantization for LLM KV Cache☆53Updated last year
- PyTorch bindings for CUTLASS grouped GEMM.☆126Updated 5 months ago
- ☆130Updated 5 months ago
- KV cache compression for high-throughput LLM inference☆143Updated 9 months ago
- Activation-aware Singular Value Decomposition for Compressing Large Language Models☆80Updated last year
- Official implementation for Yuan & Liu & Zhong et al., KV Cache Compression, But What Must We Give in Return? A Comprehensive Benchmark o…☆86Updated 8 months ago
- This repo contains the source code for: Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs☆41Updated last year
- Official repository for DistFlashAttn: Distributed Memory-efficient Attention for Long-context LLMs Training☆217Updated last year
- [COLM 2024] SKVQ: Sliding-window Key and Value Cache Quantization for Large Language Models☆24Updated last year
- The Official Implementation of Ada-KV [NeurIPS 2025]☆110Updated last month
- Code associated with the paper **Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding**☆206Updated 9 months ago
- SeerAttention: Learning Intrinsic Sparse Attention in Your LLMs☆169Updated last month
- [ICLR 2025] TidalDecode: A Fast and Accurate LLM Decoding with Position Persistent Sparse Attention☆48Updated 3 months ago
- [CoLM'25] The official implementation of the paper <MoA: Mixture of Sparse Attention for Automatic Large Language Model Compression>☆150Updated 4 months ago
- The official implementation of paper: SimLayerKV: A Simple Framework for Layer-Level KV Cache Reduction.☆50Updated last year
- [ICLR 2025] PEARL: Parallel Speculative Decoding with Adaptive Draft Length☆125Updated 2 weeks ago